https://github.com/pockerman/probability_and_statistics_notes
Computational probability and statistics notes
https://github.com/pockerman/probability_and_statistics_notes
machine-learning mathematics optimization probability python statistics
Last synced: about 2 months ago
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Computational probability and statistics notes
- Host: GitHub
- URL: https://github.com/pockerman/probability_and_statistics_notes
- Owner: pockerman
- Created: 2023-04-15T07:36:51.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2024-12-23T16:46:48.000Z (over 1 year ago)
- Last Synced: 2025-01-06T03:17:08.912Z (over 1 year ago)
- Topics: machine-learning, mathematics, optimization, probability, python, statistics
- Language: Jupyter Notebook
- Homepage:
- Size: 2.28 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 22
-
Metadata Files:
- Readme: README.md
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README
# Notes on Statistical Learning
This is a series of notes on probability and statistics. The notes are organised into
jupyter notebooks. As the name suggests these are just notes, so many topics will lack the
rigorousness that a formal treatment of the subject would deliver.
## Creating a book
You can create a book from the notes using Quarto.
You can preview the book by using the following on the top level directory of the project.
```
quarto preview
```
You can create a PDF document from the notebooks using
```
quarto render --to pdf
```
## Requirements
The notes depend on a set of requirements. You can use ```pip``` in order to
install what is needed.
```
pip install -r requirements.txt
```
In addition, the notes use the mlutils package.
Follow the instructions therein on how to install.